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. 2021 Apr 23;23(4):e26628. doi: 10.2196/26628

Table 6.

Optimal MAE and median percent error values for the out-of-distribution validation method.


Train MAEa Validation MAE Test MAE Validation percent error Test percent error
Ridge regression 0.296 0.240 0.247 2.26 1.22
Decision tree regression 0.117 0.109 0.114 1.15 0.12
Random forest regression 0.098 0.098 0.105 1.45 0.44
AdaBoostb regressionc 0.207 0.081 0.089 1.40 0.39
Support vector regression 0.268 0.167 0.176 1.66 0.60

aMAE: mean absolute error.

bAdaBoost: adaptive boosting.

cThe model with the lowest test MAE.